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Replace print with logging (#6138)
* Replace print with logging * nit * nit * nit * nit * nit * nit
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@@ -9,6 +9,7 @@
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import math
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import logging
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import torch
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import torch.nn as nn
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import numpy as np
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@@ -130,7 +131,7 @@ def make_ddim_timesteps(ddim_discr_method, num_ddim_timesteps, num_ddpm_timestep
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# add one to get the final alpha values right (the ones from first scale to data during sampling)
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steps_out = ddim_timesteps + 1
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if verbose:
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print(f'Selected timesteps for ddim sampler: {steps_out}')
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logging.info(f'Selected timesteps for ddim sampler: {steps_out}')
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return steps_out
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@@ -142,8 +143,8 @@ def make_ddim_sampling_parameters(alphacums, ddim_timesteps, eta, verbose=True):
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# according the the formula provided in https://arxiv.org/abs/2010.02502
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sigmas = eta * np.sqrt((1 - alphas_prev) / (1 - alphas) * (1 - alphas / alphas_prev))
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if verbose:
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print(f'Selected alphas for ddim sampler: a_t: {alphas}; a_(t-1): {alphas_prev}')
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print(f'For the chosen value of eta, which is {eta}, '
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logging.info(f'Selected alphas for ddim sampler: a_t: {alphas}; a_(t-1): {alphas_prev}')
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logging.info(f'For the chosen value of eta, which is {eta}, '
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f'this results in the following sigma_t schedule for ddim sampler {sigmas}')
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return sigmas, alphas, alphas_prev
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